| Presentation | 2004-07-29 The Exploitation Reinforcement Learning Method on POMDPs Wataru UEMURA, Atsushi UENO, Shoji TATSUMI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes the Episode Profit Sharing(EPS) that can estimate the received rewards on partially observable markov decision processes(POMDPs). EPS equally evaluates all rules in an episode. And EPS distributes the values corresponding to the length of the episode to the rules. We show that EPS can suppress the reinforcement of the detour rules. The experiments show that EPS can get the good performance on both MDPs and POMDPs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement Learning / Profit Sharing / POMDPs / Perceptual Aliasing |
| Paper # | AI2004-12 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2004/7/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | The Exploitation Reinforcement Learning Method on POMDPs |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement Learning |
| Keyword(2) | Profit Sharing |
| Keyword(3) | POMDPs |
| Keyword(4) | Perceptual Aliasing |
| 1st Author's Name | Wataru UEMURA |
| 1st Author's Affiliation | Faculty of Engineering, Osaka City University() |
| 2nd Author's Name | Atsushi UENO |
| 2nd Author's Affiliation | Faculty of Engineering, Osaka City University |
| 3rd Author's Name | Shoji TATSUMI |
| 3rd Author's Affiliation | Faculty of Engineering, Osaka City University |
| Date | 2004-07-29 |
| Paper # | AI2004-12 |
| Volume (vol) | vol.104 |
| Number (no) | 233 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |